Mcp Gitlab
MCP server for using the GitLab API
AWS, GCP, Azure, Docker, Kubernetes - MCP servers for managing cloud resources from your AI assistant.
MCPpedia tracks 1,963 cloud and DevOps MCP servers. 374 of them score at least 50 out of 100, and 203 clear 70 - about 10% of what has been published in this space. The remaining 1,589 are thinner: registry entries with no description, no published tool schema, or no commit in the last year. They are all still listed here, because knowing a server exists and is unmaintained is worth as much as knowing a good one exists.
MCP GitLab leads the list at 96/100. io.github.zenml-io/mcp-zenml (93) and Tachyon (93) follow. Every score is the same five weighted inputs: security (CVE scanning, tool-poisoning detection, and whether the server authenticates at all), maintenance (commit recency, release cadence, and download trend), documentation, client compatibility, and token efficiency - how much of your context window the tool definitions consume before you have asked anything.
38 of these servers are published by the vendor behind the underlying API rather than by a third party, which is usually the difference between an integration that tracks upstream changes and one that quietly stops working. None currently carry an open CVE, though that is a snapshot - advisories are re-scanned daily.
Also see: Best Cloud servers, Best DevOps servers, Developers, Data Engineering, Productivity
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MCP server for using the GitLab API
MCP server for discovering, reading, and changing ZenML resources with compact generic tools
๐ซ Tachyon MCP Runtime for Java and Kotlin - Model Context Protocol (MCP) server with Streamable HTTP, native Netty transports, tools, tasks, resources, prompts, completions, resumable sessions, and stateless deployment support.
Shared app-testing runbook: read the plan, record results per platform, raise and fix issues.
Deploy static websites from AI agents. Free at mcp.shipstatic.com โ no install, no signup.
MCP Server for GCP environment for interacting with various Observability APIs.
Cloud architecture diagrams with official AWS, Azure and GCP icons, from Terraform or a JSON graph.
Change-aware CI validation and affected-test guidance for coding agents.
MCP server for Dynatrace Managed to access logs, events, and metrics.
Evidence-grounded agent memory with mandatory provenance, on local SQLite or Cloudflare D1
Deploy durable AI agents with Omnara, an open-source managed-agent platform.
Send email through your own Amazon SES account, and check domains, suppressions and sandbox status.
MCP Server for kubernetes management commands
Deploy an app to Antideploy from a coding agent. No Dockerfile, no YAML, no cloud console.
Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools
Rank AWS, Google Cloud and Azure regions by grid carbon intensity and latency.
Deploy websites, migrate app backends, and run continuous sync with explicit approval gates.
Manage CronAlert uptime monitors, check results, and incidents from any MCP client.
CLI for Hookdeck: forward webhooks to localhost (ngrok alternative), manage and query Event Gateway resources (sources, connections, destinations, events), run the MCP server for AI agents. Free for dev.
AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 31 MCP tools.